11 citations · 22 across the 10 of their papers we have counts for
4 papers · 1 filter
A Convolutional Spiking Network for Gesture Recognition in Brain-Computer Interfaces
Yiming Ai, Bipin Rajendran
Brain-computer interfaces are being explored for a wide variety of therapeutic applications. Typically, this involves measuring and analyzing continuous-time electrical brain activ…
Fast On-Device Adaptation for Spiking Neural Networks via Online-Within-Online Meta-Learning
Bleema Rosenfeld, Bipin Rajendran, Osvaldo Simeone
Spiking Neural Networks (SNNs) have recently gained popularity as machine learning models for on-device edge intelligence for applications such as mobile healthcare management and…
SpinAPS: A High-Performance Spintronic Accelerator for Probabilistic Spiking Neural Networks
Anakha V Babu, Osvaldo Simeone, Bipin Rajendran
We discuss a high-performance and high-throughput hardware accelerator for probabilistic Spiking Neural Networks (SNNs) based on Generalized Linear Model (GLM) neurons, that uses b…
Training Multi-layer Spiking Neural Networks using NormAD based Spatio-Temporal Error Backpropagation
Navin Anwani, Bipin Rajendran
Spiking neural networks (SNNs) have garnered a great amount of interest for supervised and unsupervised learning applications. This paper deals with the problem of training multi-l…